Research Tools
Discourse Analysis
Semantic discourse categories assigned by Claude Haiku — 14 DH-informed categories classifying how commenters frame their arguments.
Comments Labeled
44,412
of 487,977 total
Coverage
9.1%
of eligible comments
Categories Active
14
of 14 discourse types
Avg Confidence
0.807
classifier confidence
Model
Claude Haiku
multi-label classification
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Identity Assertion
5,512 comments
Not this American , we are a sad people
Not this American , we are a sad people
American commenter distances themselves from national identity, expressing shame and contrasting themselves with their country.
@maryraven-bk5vk
Mar 4, 2025
When I was a small child, I had planned to go to European and American countries based on my knowledge and good values and not for money because I thought that people with good education …
When I was a small child, I had planned to go to European and American countries based on my knowledge and good values and not for money because I thought that people with good education and rules followed lived there. Now I am 18 and it is very sad to see that people who lack basic manners are going there in exchange of money, yes it is true that you cannot bring knowledge and good values in yourself with money, European people and American people should also think about this and should ask questions to their government that why are they bringing these people to get profit in the vote bank or are they very educated people, but looking at the condition it is not true that Their parents may have also taught them basic manners, many Indians do not have the flexibility to change their habits after seeing the country, but they would have had problems with people coming to their country from outside who did not live in the Indian culture, but if they did not live with outsiders and were forbidden to do that, then that would be racism! One should follow whatever religion one wants but see again it should change with the new environment, even in nature when a species migrates to a new place it follows the rules and practices it uses, it does not mean that its genetics change completely.
Expresses concern about cultural assimilation and values, framing immigrants as lacking manners and proper education, with an us-vs-them distinction between 'good' Western values and immigrant behavior.
Suraj2321rtd
Feb 11, 2026
companies support this since more whites doesnt want to have kids anymore or just one
companies support this since more whites doesnt want to have kids anymore or just one
Makes a racial/ethnic identity claim ('whites') about demographic change and reproduction patterns, framing immigration through an us-vs-them lens.
Supfellas-000
Jan 27, 2026
Stereotypes are earned. Just saying.
Stereotypes are earned. Just saying.
Asserts that stereotypes about groups are justified and earned, framing group characteristics as inherent rather than constructed.
tacticaltimeteller126
Mar 1, 2026
Bro this too real can somebody remember the last time a Canadian made your ice cap??
Bro this too real can somebody remember the last time a Canadian made your ice cap??
Rhetorical observation implying Canadian workers are absent from service jobs, framing workplace composition as an identity/demographic issue.
ZazaZaza-f6x7u
Jan 27, 2026
Spoken eloquently like a goddamn leader. My country is a joke now
Spoken eloquently like a goddamn leader. My country is a joke now
Expresses shame about national identity and leadership, contrasting Canada's eloquence with America's current state.
@jogurt3726
Mar 4, 2025
If you’re a white male you will always be accused of racism, misogyny, etc… in the left’s eyes! Get over yourselves! That’s just the way the left in modern society tries to embarrass, marginalize and …
If you’re a white male you will always be accused of racism, misogyny, etc… in the left’s eyes! Get over yourselves! That’s just the way the left in modern society tries to embarrass, marginalize and beat you up! Stop giving it any concern or thought! Stop caring what some leftist idiot thinks about you! This is their problem not yours! Push forward through this BS and stand strong on your morals and convictions!!! 🇺🇸🇺🇸🇺🇸🇺🇸🇺🇸
The comment asserts identity-based grievances about how white males are treated by 'the left,' framing political opposition as persecution.
BigJustice-j2z
Feb 27, 2026
i like being a multi culture country (canada) but different cultures have there strong points and weak points . mostly if there coming from another country..for example im by a college.. alot of indians. so …
i like being a multi culture country (canada) but different cultures have there strong points and weak points . mostly if there coming from another country..for example im by a college.. alot of indians. so there smart and keep to themselves..(good thing i guess) but if you try talking to your indian neighbour there anti social with you. (bad thing) im white in a small biker town.. were generally friendly with first impression but can be judgemental. so. take people for who they are.
Compares cultural groups (Indians vs. white Canadians) by stereotyping behavioral traits, asserting group-based identity characteristics and differences.
dustinmacdougall2308
Jan 29, 2026
there's nothing racist about not wanting bad people coming into your country, its not about race it's about culture. please adopt Canadian values if you are going to stay here long term.
there's nothing racist about not wanting bad people coming into your country, its not about race it's about culture. please adopt Canadian values if you are going to stay here long term.
Frames immigration restriction as cultural preservation rather than racism, asserting Canadian values as exclusionary boundary.
LizyDuskdragon
Jan 28, 2026
I just had a meeting at work in regards to offensive language or values. They are my thoughts that are supposed to to change. I told them all their brainwashing will not work on me. …
I just had a meeting at work in regards to offensive language or values. They are my thoughts that are supposed to to change. I told them all their brainwashing will not work on me. Im allowed to be me just as much as Im suppose to accept of people’s beliefs and screw mine
Asserts right to personal beliefs and resistance to perceived cultural pressure, framing this as an identity/values conflict rather than policy critique.
stewartsorel4610
Aug 27, 2025
As soon as the Europeans turned up it was over.
As soon as the Europeans turned up it was over.
Makes a historical claim about European arrival marking a turning point, framing immigration as an existential shift in national identity.
user-vl8iw1666
Jan 21, 2026
I’m an Indian and even I feel that Canada is losing it all , it’s a white country who build it up . Just kick the immigrants who don’t respect white culture cauz it’s Canada …
I’m an Indian and even I feel that Canada is losing it all , it’s a white country who build it up . Just kick the immigrants who don’t respect white culture cauz it’s Canada not India .
Asserts Canadian national identity as inherently white, frames immigrants as cultural outsiders, and demands exclusion based on cultural conformity.
ablive7010
Sep 20, 2025
I am not racist in any way shape or form- my grandfather was in Germany and he was on the Beach in Normandy. He saw his friend die in a foxhole beside him and my …
I am not racist in any way shape or form- my grandfather was in Germany and he was on the Beach in Normandy. He saw his friend die in a foxhole beside him and my grandfather came home with shrapnel in his leg. His suffered all of this to give us our freedoms and a safe place to live. One of my uncles would never speak his language - Italian in front of anyone that didn’t understand it. I asked him why not? His answer was simple “its’s a rude!”
Such eloquence from broken English.
I am sick of not being allowed to stand up for my way of life, my culture and belief system without being accused of stamping on somebody else’s! I am Catholic I pray at home or at church in my car out on a walk! Nobody is subjected to it or restricted by it religion is a deeply personal thing we have churches and religious places of gathering that are everywhere that have been permitted when other countries would absolutely not allow such freedoms but it still is not enough and we are wrong for being upset by their intolerance and rudeness. I am disabled - if I was not married I would be living on the street. Students immigrants are given better housing and more money to survive on than me - who was a part of this workforce and a taxpayer from the age of 12 I have had some sort of job until I was injured at work. We aren’t racist we are fed up, abandoned and disgusted with out social safety net being handed out to others who do nothing but complain that it’s not enough! I just want to be able to survive in my home country - the country I have paid taxes into all my life. Is there another country in the world that puts itself and its people last as Canada does??? I really want to know. Where could I move and be treated as a Canadian immigrant is treated here???
Extended personal narrative defending cultural/religious expression and national identity while claiming unfair resource distribution to immigrants over citizens.
elmersmammalove8577
Aug 28, 2025
why is there a statue of their god here in canada? SO EMBARASSING
why is there a statue of their god here in canada? SO EMBARASSING
Questions the presence of religious symbols in Canada, framing it as a national identity/belonging issue with implied disapproval.
elmascholo13
Feb 26, 2026
Theres a difference between Indians and Khalistanis Indians come to work in other countries, Khalistanis are considered terrorists in India
Theres a difference between Indians and Khalistanis
Indians come to work in other countries, Khalistanis are considered terrorists in India
Distinguishes between ethnic/national groups and makes an unverified claim linking Khalistanis to terrorism without evidence.
pavanchand5072
Feb 4, 2026
Everyone saying I stand with Canada, but some of you voted for this guy.
Everyone saying I stand with Canada, but some of you voted for this guy.
Challenges the 'us-vs-them' framing by pointing out internal divisions within the group claiming solidarity with Canada.
@garyfagan2105
Mar 4, 2025
Thanks the liberal party for this mess
Thanks the liberal party for this mess
Partisan blame directed at the Liberal party for immigration problems, using sarcasm to assert political opposition.
christiangiguere1568
Feb 18, 2026
That white trash Canadian is a treasure
That white trash Canadian is a treasure
Uses derogatory class language ('white trash') while praising someone as authentically Canadian, asserting identity boundaries.
DJ-yj7op
Jan 27, 2026
The immigrants just don't integrate to Canadian morals. That is the problem. This is why we are losing our culture. (if Canada didn't take migrants I'd bet we'd have more kids and we are just …
The immigrants just don't integrate to Canadian morals. That is the problem. This is why we are losing our culture. (if Canada didn't take migrants I'd bet we'd have more kids and we are just adjusting to a population size that reflects our needs)
Maybe ACTUAL Canadians should flip the fuck out like we do in war. I am hating how much worse Canada has gotten and I feel that if I put in more effort there will be the opposite of a reward at the end.
Paying families to have kids means that women won't go to their corpo daycare.
The more people you bring with NOTHING, takes away from those who paid for it and everyone suffers.
Centers on cultural loss and identity threat ('losing our culture'), with secondary economic and demographic anxiety about resource distribution.
Xlaxsauce
Sep 10, 2025
Keep your shit Canada we don't need LEECHES and spineless allies.
Keep your shit Canada we don't need LEECHES and spineless allies.
Uses dehumanizing language ('LEECHES') and us-vs-them framing to reject immigrants and assert national boundaries.
@angelorosini4326
Mar 4, 2025
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Select 2–4 videos to compare their discourse profiles side by side (% of labeled comments).
Discourse Taxonomy
Category Distribution
Primary discourse type assigned to each comment
Classifier Confidence
Distribution of confidence scores across all labeled comments
Discourse Over Time
Top 6 discourse types by month — how framing evolves over time
Category Co-occurrence
Which discourse types most frequently appear together on the same comment
Top Channels by Discourse Type
Identity Assertion
CNN
2,313
Tyler Oliveira
1,991
RocaNews
467
JamCan
274
Yoke Immigration Canada
89
Solidarity
CNN
4,297
Tyler Oliveira
400
RocaNews
75
JamCan
36
CTV Your Morning
32
Policy Critique
CNN
3,445
Tyler Oliveira
551
Toronto Sun
340
CTV News
268
RocaNews
235
Humor / Satire
CNN
2,078
Tyler Oliveira
1,667
RocaNews
241
Global News
89
CTV News
68
Fear / Threat
Tyler Oliveira
1,549
CNN
1,332
RocaNews
321
JamCan
204
Toronto Sun
118
Meta-Commentary
Tyler Oliveira
1,702
CNN
1,478
RocaNews
168
CTV News
81
JamCan
77
Unverified Claim
CNN
1,480
Tyler Oliveira
820
RocaNews
203
Yoke Immigration Canada
203
JamCan
152
Moral Argument
CNN
1,733
Tyler Oliveira
704
RocaNews
205
JamCan
73
CTV Your Morning
23
Classified by Claude Haiku (Anthropic)
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14-category DH taxonomy
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Discourse Quality (Perspective API)